Businesses across every industry are rolling out AI services this year. For Microsoft, Oracle, Perplexity, Snap and hundreds of other leading companies, using the NVIDIA AI inference platform - a full stack comprising world-class silicon, systems and software - is the key to delivering high-throughput and low-latency inference and enabling great user experiences while lowering cost.
NVIDIA's advancements in inference software optimization and the NVIDIA Hopper platform are helping industries serve the latest generative AI models, delivering excellent user experiences while optimizing total cost of ownership. The Hopper platform also helps deliver up to 15x more energy efficiency for inference workloads compared to previous generations.
AI inference is notoriously difficult, as it requires many steps to strike the right balance between throughput and user experience.
But the underlying goal is simple: generate more tokens at a lower cost. Tokens represent words in a large language model (LLM) system - and with AI inference services typically charging for every million tokens generated, this goal offers the most visible return on AI investments and energy used per task.
Full-stack software optimization offers the key to improving AI inference performance and achieving this goal.
Cost-Effective User Throughput Businesses are often challenged with balancing the performance and costs of inference workloads. While some customers or use cases may work with an out-of-the-box or hosted model, others may require customization. NVIDIA technologies simplify model deployment while optimizing cost and performance for AI inference workloads. In addition, customers can experience flexibility and customizability with the models they choose to deploy.
NVIDIA NIM microservices, NVIDIA Triton Inference Server and the NVIDIA TensorRT library are among the inference solutions NVIDIA offers to suit users' needs:
NVIDIA NIM inference microservices are prepackaged and performance-optimized for rapidly deploying AI foundation models on any infrastructure - cloud, data centers, edge or workstations.
NVIDIA Triton Inference Server, one of the company's most popular open-source projects, allows users to package and serve any model regardless of the AI framework it was trained on.
NVIDIA TensorRT is a high-performance deep learning inference library that includes runtime and model optimizations to deliver low-latency and high-throughput inference for production applications.
Available in all major cloud marketplaces, the NVIDIA AI Enterprise software platform includes all these solutions and provides enterprise-grade support, stability, manageability and security.
With the framework-agnostic NVIDIA AI inference platform, companies save on productivity, development, and infrastructure and setup costs. Using NVIDIA technologies can also boost business revenue by helping companies avoid downtime and fraudulent transactions, increase e-commerce shopping conversion rates and generate new, AI-powered revenue streams.
Cloud-Based LLM Inference To ease LLM deployment, NVIDIA has collaborated closely with every major cloud service provider to ensure that the NVIDIA inference platform can be seamlessly deployed in the cloud with minimal or no code required. NVIDIA NIM is integrated with cloud-native services such as:
Amazon SageMaker AI, Amazon Bedrock Marketplace, Amazon Elastic Kubernetes Service
Google Cloud's Vertex AI, Google Kubernetes Engine
Microsoft Azure AI Foundry coming soon, Azure Kubernetes Service
Oracle Cloud Infrastructure's data science tools, Oracle Cloud Infrastructure Kubernetes Engine
Plus, for customized inference deployments, NVIDIA Triton Inference Server is deeply integrated into all major cloud service providers.
For example, using the OCI Data Science platform, deploying NVIDIA Triton is as simple as turning on a switch in the command line arguments during model deployment, which instantly launches an NVIDIA Triton inference endpoint.
Similarly, with Azure Machine Learning, users can deploy NVIDIA Triton either with no-code deployment through the Azure Machine Learning Studio or full-code deployment with Azure Machine Learning CLI. AWS provides one-click deployment for NVIDIA NIM from SageMaker Marketplace and Google Cloud provides a one-click deployment option on Google Kubernetes Engine (GKE). Google Cloud provides a one-click deployment option on Google Kubernetes Engine, while AWS offers NVIDIA Triton on its AWS Deep Learning containers.
The NVIDIA AI inference platform also uses popular communication methods for delivering AI predictions, automatically adjusting to accommodate the growing and changing needs of users within a cloud-based infrastructure.
From accelerating LLMs to enhancing creative workflows and transforming agreement management, NVIDIA's AI inference platform is driving real-world impact across industries. Learn how collaboration and innovation are enabling the organizations below to achieve new levels of efficiency and scalability.
Serving 400 Million Search Queries Monthly With Perplexity AI Perplexity AI, an AI-powered search engine, handles over 435 million monthly queries. Each query represents multiple AI inference requests. To meet this demand, the Perplexity AI team turned to NVIDIA H100 GPUs, Triton Inference Server and TensorRT-LLM.
Supporting over 20 AI models, including Llama 3 variations like 8B and 70B, Perplexity processes diverse tasks such as search, summarization and question-answering. By using smaller classifier models to route tasks to GPU pods, managed by NVIDIA Triton, the company delivers cost-efficient, responsive service under strict service level agreements.
Through model parallelism, which splits LLMs across GPUs, Perplexity achieved a threefold cost reduction while maintaining low latency and high accurac
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
10/06/2026
DAZN-owned digital-media company launches three fan-first series leaning into cr...
10/06/2026
Clear-Com has announced the appointment of Jason Dino as Southwest Regional Sales Manager USA, covering Southern California and the Southwest region. Dino joins...
10/06/2026
An 11% decrease in number of global broadcast deals reflects the organization...
10/06/2026
The Women Without Boundaries Awards recognize women whose work is advancing the future of media, broadcast, AV, workplace technology, digital experience, and re...
10/06/2026
Today is match day minus two for FIFA and HBS. On Thursday, there will be two ma...
10/06/2026
SES is supporting broadcast distribution of the world's biggest football tou...
10/06/2026
NDI has announced that BirdDog has become the first hardware manufacturer to achieve full NDI 6.3 compatibility across its complete lineup of cameras, encoders,...
10/06/2026
Vince Caputo and Scott Carter, winners of the 2026 Sports Emmy for Outstanding Post Produced Audio have been announced as presenters for the 2026 SVG Advanced A...
10/06/2026
FOX One today unveiled a slate of new product features and enhancements designed to elevate the viewing experience for fans on the official streaming platform o...
10/06/2026
Primary production partners Dome Productions and Raycom Sports once again played...
10/06/2026
The Women in Sports Filmmaking Experienceship is an immersive professional devel...
10/06/2026
The league has expanded its HSAN architecture for the NBA Finals to manage more ...
10/06/2026
The inaugural MoonPay X Games League (XGL) Winter Draft will take place Wednesday, September 16, 2026 at Cosm Los Angeles from 7-9 p.m. PT. The event will strea...
10/06/2026
The University of Oklahoma (OU) Athletics Department and Learfield have announce...
10/06/2026
The Video Services Forum (VSF) has released TR-06-4 Part 8, a new specification for RIST Satellite-Hybrid: Out-of-Band Method. The specification creates a mecha...
10/06/2026
Riedel Communications provided the communications infrastructure for the 14th World Live Neurovascular Conference (WLNC) in Lisbon, supporting live medical proc...
10/06/2026
A still from The Doom Generation by Gregg Araki (Courtesy of Sundance Institute)
By Lucy Spicer
Have you checked out our Sundance Film Festival 101 list yet...
10/06/2026
Get Hands-On with Interfaces & Mic Preamp Brands
If youre after a new interface or preamp, then GearExpo UK is the place to be! Well have a whole host of au...
10/06/2026
November 13-14 2026, The Midway, San Francisco
Following their recent rebranding, MONO Music Conference (formerly Music Expo) have officially announced thei...
10/06/2026
Debut instrument free for limited time
deFORM is the debut release from newly founded developer ebbandflow, and it's being offered as a free download fo...
10/06/2026
Alone Australia Season 4: Meet the Cast
10 June, 2026
Media releases
WATCH THE TRAILER
Smash-hit survival series Alone Australia drops its highly anticipa...
10/06/2026
DEADLY THEN, DEADLY NOW, DEADLY ALWAYS: SBS & NITV IGNITE NAIDOC WEEK 2026 WITH ...
10/06/2026
Rohde & Schwarz and TRUMPF advance laser-based drone defense with THORIS LCS Rohde & Schwarz is showcasing THORIS at ILA 2026: A sovereign, end to end counter...
10/06/2026
MAHLE and Rohde & Schwarz develop application for sensor testing of modern drive...
10/06/2026
Production and Development Funding supports the creation of compelling, commercially viable, artistic and culturally relevant South African screen content. Deve...
10/06/2026
Media buyers and sellers can now compare YouTube reach from computer, mobile, an...
10/06/2026
Accedo, Humans not Robots, and the Institution of Engineering and Technology (IET) have announced the launch of Ecoflow X. Formerly an IBC Accelerator project, ...
10/06/2026
Frequency, the engine powering the world's leading streaming television channels, today announced that James Smith has joined the company as General Manager...
10/06/2026
At the 14th World Live Neurovascular Conference (WLNC) in Lisbon, Riedel Communications provided the communications infrastructure for live medical procedures s...
10/06/2026
Globecast, a leading provider of broadcast, media, and entertainment managed services, today announced the launch of its Content Exchange platform powered by Or...
10/06/2026
Klvr will showcase how venues, integrators and production teams are rethinking disposable battery usage at InfoComm 2026 (Las Vegas, June 17-19, booth #N6311). ...
10/06/2026
The Video Services Forum (VSF) has further enhanced the Reliable Internet Streaming Transport (RIST) protocol by incorporating a new feature, RIST Satellite-Hyb...
10/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
10/06/2026
10 Jun 2026
VEON's Banglalink Brings Every World Cup 2026 Match to Football...
10/06/2026
Wednesday 10 June 2026
How to watch every ICC Women's T20 World Cup 2026 match live on Sky Sports
Where is the ICC Women's T20 World Cup 2026 availabl...
10/06/2026
Wednesday 10 June 2026
P RLA brings first-ever Beautifully Clean Oral Care'...
10/06/2026
Wednesday 10 June 2026
Sky reveals pulse-pounding first teaser trailer for upco...
10/06/2026
Wuppertal June 10, 2026
Riedel Artist at the Heart of the 14th World Live Neurovascular ConferenceAt the 14th World Live Neurovascular Conference (WLNC) in Li...
10/06/2026
Back to All News
Netflix Showcases New Mobile Experience, Collections and Games Vision in APAC
Product
10 June 2026
GlobalSouth KoreaJapan
Link copied to c...
10/06/2026
Back to All News
Ready to Join? The Netflix Fan Club Arrives at Cannes Lions
Business
10 June 2026
Global
Link copied to clipboard
Download all assets
N...
10/06/2026
Chemists snap together complex 3D molecules from highly reactive radicals-without losing their shape Scripps Research team develops stereoretentive radical-radi...
09/06/2026
Kiswe announces an expanded long-term partnership with ONE Championship (ONE), t...
09/06/2026
SiriusXM will broadcast FOX Sports' English-language commentary for all 104 FIFA World Cup 2026 matches from June 11 through July 19, available to subscribe...
09/06/2026
EVS has announced it is changing its corporate name from EVS Broadcast Equipment to EVS, reflecting the company's expanded portfolio beyond broadcast equipm...
09/06/2026
Fox Corporation and the NFL have announced a multi-year agreement to bring NFL c...
Businesses across every industry are rolling out AI services this year. For Microsoft, Oracle, Perplexity, Snap and hundreds of other leading companies, using the NVIDIA AI inference platform - a full stack comprising world-class silicon, systems and software - is the key to delivering high-throughput and low-latency inference and enabling great user experiences while lowering cost.
